{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "ODSC RL #2",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SR1XUEyO2yb2",
        "outputId": "4967008c-ae37-4dbc-eefc-01f8d31c7dde"
      },
      "source": [
        "! pip install stable-baselines3[extra]\n",
        "! pip install yfinance"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting stable-baselines3[extra]\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/18/d3/6ae6e774ac6cf8f5eeca1c30b9125231db901b75f72da7d81e939f293f69/stable_baselines3-1.0-py3-none-any.whl (152kB)\n",
            "\u001b[K     |████████████████████████████████| 153kB 2.9MB/s \n",
            "\u001b[?25hRequirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from stable-baselines3[extra]) (3.2.2)\n",
            "Requirement already satisfied: torch>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from stable-baselines3[extra]) (1.8.1+cu101)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from stable-baselines3[extra]) (1.19.5)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from stable-baselines3[extra]) (1.1.5)\n",
            "Requirement already satisfied: cloudpickle in /usr/local/lib/python3.7/dist-packages (from stable-baselines3[extra]) (1.3.0)\n",
            "Requirement already satisfied: gym>=0.17 in /usr/local/lib/python3.7/dist-packages (from stable-baselines3[extra]) (0.17.3)\n",
            "Requirement already satisfied: pillow; extra == \"extra\" in /usr/local/lib/python3.7/dist-packages (from stable-baselines3[extra]) (7.1.2)\n",
            "Requirement already satisfied: tensorboard>=2.2.0; extra == \"extra\" in /usr/local/lib/python3.7/dist-packages (from stable-baselines3[extra]) (2.5.0)\n",
            "Requirement already satisfied: atari-py~=0.2.0; extra == \"extra\" in /usr/local/lib/python3.7/dist-packages (from stable-baselines3[extra]) (0.2.9)\n",
            "Requirement already satisfied: opencv-python; extra == \"extra\" in /usr/local/lib/python3.7/dist-packages (from stable-baselines3[extra]) (4.1.2.30)\n",
            "Requirement already satisfied: psutil; extra == \"extra\" in /usr/local/lib/python3.7/dist-packages (from stable-baselines3[extra]) (5.4.8)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->stable-baselines3[extra]) (1.3.1)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->stable-baselines3[extra]) (2.8.1)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->stable-baselines3[extra]) (2.4.7)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->stable-baselines3[extra]) (0.10.0)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.4.0->stable-baselines3[extra]) (3.7.4.3)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas->stable-baselines3[extra]) (2018.9)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from gym>=0.17->stable-baselines3[extra]) (1.4.1)\n",
            "Requirement already satisfied: pyglet<=1.5.0,>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from gym>=0.17->stable-baselines3[extra]) (1.5.0)\n",
            "Requirement already satisfied: wheel>=0.26; python_version >= \"3\" in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (0.36.2)\n",
            "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (0.6.1)\n",
            "Requirement already satisfied: google-auth<2,>=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (1.30.0)\n",
            "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (1.0.1)\n",
            "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (0.4.4)\n",
            "Requirement already satisfied: absl-py>=0.4 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (0.12.0)\n",
            "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (1.8.0)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (3.3.4)\n",
            "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (2.23.0)\n",
            "Requirement already satisfied: protobuf>=3.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (3.12.4)\n",
            "Requirement already satisfied: grpcio>=1.24.3 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (1.34.1)\n",
            "Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (57.0.0)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from atari-py~=0.2.0; extra == \"extra\"->stable-baselines3[extra]) (1.15.0)\n",
            "Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from pyglet<=1.5.0,>=1.4.0->gym>=0.17->stable-baselines3[extra]) (0.16.0)\n",
            "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<2,>=1.6.3->tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (4.2.2)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from google-auth<2,>=1.6.3->tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (0.2.8)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4; python_version >= \"3.6\" in /usr/local/lib/python3.7/dist-packages (from google-auth<2,>=1.6.3->tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (4.7.2)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (1.3.0)\n",
            "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (4.0.1)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (2020.12.5)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (2.10)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (1.24.3)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (3.0.4)\n",
            "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.7/dist-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.3->tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (0.4.8)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (3.1.0)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard>=2.2.0; extra == \"extra\"->stable-baselines3[extra]) (3.4.1)\n",
            "Installing collected packages: stable-baselines3\n",
            "Successfully installed stable-baselines3-1.0\n",
            "Collecting yfinance\n",
            "  Downloading https://files.pythonhosted.org/packages/a7/ee/315752b9ef281ba83c62aa7ec2e2074f85223da6e7e74efb4d3e11c0f510/yfinance-0.1.59.tar.gz\n",
            "Requirement already satisfied: pandas>=0.24 in /usr/local/lib/python3.7/dist-packages (from yfinance) (1.1.5)\n",
            "Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.7/dist-packages (from yfinance) (1.19.5)\n",
            "Requirement already satisfied: requests>=2.20 in /usr/local/lib/python3.7/dist-packages (from yfinance) (2.23.0)\n",
            "Requirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from yfinance) (0.0.9)\n",
            "Collecting lxml>=4.5.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/30/c0/d0526314971fc661b083ab135747dc68446a3022686da8c16d25fcf6ef07/lxml-4.6.3-cp37-cp37m-manylinux2014_x86_64.whl (6.3MB)\n",
            "\u001b[K     |████████████████████████████████| 6.3MB 3.1MB/s \n",
            "\u001b[?25hRequirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24->yfinance) (2.8.1)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24->yfinance) (2018.9)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (1.24.3)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (2.10)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (2020.12.5)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.20->yfinance) (3.0.4)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=0.24->yfinance) (1.15.0)\n",
            "Building wheels for collected packages: yfinance\n",
            "  Building wheel for yfinance (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for yfinance: filename=yfinance-0.1.59-py2.py3-none-any.whl size=23455 sha256=50b6c64c0793e5e1754b98305ad2eda679e514f37f3bc4ac67cbcc0593a6e0b4\n",
            "  Stored in directory: /root/.cache/pip/wheels/f8/2a/0f/4b5a86e1d52e451757eb6bc17fd899629f0925c777741b6d04\n",
            "Successfully built yfinance\n",
            "Installing collected packages: lxml, yfinance\n",
            "  Found existing installation: lxml 4.2.6\n",
            "    Uninstalling lxml-4.2.6:\n",
            "      Successfully uninstalled lxml-4.2.6\n",
            "Successfully installed lxml-4.6.3 yfinance-0.1.59\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5AsArxwQQ_bD",
        "outputId": "304c8779-f9e3-486e-d897-6b6ebb45acad"
      },
      "source": [
        "url = 'https://anaconda.org/conda-forge/libta-lib/0.4.0/download/linux-64/libta-lib-0.4.0-h516909a_0.tar.bz2'\n",
        "!curl -L $url | tar xj -C /usr/lib/x86_64-linux-gnu/ lib --strip-components=1\n",
        "url = 'https://anaconda.org/conda-forge/ta-lib/0.4.19/download/linux-64/ta-lib-0.4.19-py37ha21ca33_2.tar.bz2'\n",
        "!curl -L $url | tar xj -C /usr/local/lib/python3.7/dist-packages/ lib/python3.7/site-packages/talib --strip-components=3\n",
        "import talib"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "100  3733    0  3733    0     0   3087      0 --:--:--  0:00:01 --:--:--  3087\n",
            "100  503k  100  503k    0     0   170k      0  0:00:02  0:00:02 --:--:--  371k\n",
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "100  3721    0  3721    0     0   3310      0 --:--:--  0:00:01 --:--:--  3310\n",
            "100  406k  100  406k    0     0   133k      0  0:00:03  0:00:03 --:--:--  288k\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6RVD1ebk7r8e"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import random\n",
        "import yfinance as yf"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SK8Px6hv237P"
      },
      "source": [
        "import gym\n",
        "from gym import spaces"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xLAXZDUq_TE6"
      },
      "source": [
        "# Data loading"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "23HhEwhYjosi"
      },
      "source": [
        "INIT_NET_WORTH = 10000\n",
        "WINDOW = 10\n",
        "ROLLING = int(252 / 2)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rMC3P3Agk6rA"
      },
      "source": [
        "TICKER = 'COSINE'\n",
        "\n",
        "if TICKER == 'COSINE':\n",
        "    df = pd.DataFrame({\n",
        "        'High': np.sin(np.arange(2000)/100.0) + np.random.normal(2, 0.01, size = (2000, )),\n",
        "        'Open': np.sin(np.arange(2000)/100.0) + np.random.normal(2, 0.01, size = (2000, )),\n",
        "        'Close': np.sin(np.arange(2000)/100.0) + np.random.normal(2, 0.01, size = (2000, )),\n",
        "        'Low': np.sin(np.arange(2000)/100.0) + np.random.normal(2, 0.01, size = (2000, )),\n",
        "        'Volume': np.abs(np.sin(np.arange(2000)/100.0)),\n",
        "      }\n",
        "      )\n",
        "else:\n",
        "    df = yf.download(TICKER, start=\"2000-01-01\", end=\"2011-01-01\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OYAVCo66SGx3"
      },
      "source": [
        "train_features = pd.DataFrame(\n",
        "            {\n",
        "                'RSI': ((talib.RSI(df['Close'], timeperiod=ROLLING).to_frame().fillna(50.0) - 50) / 100).values.flatten(),\n",
        "                'CMO': ((talib.CMO(df['Close'], timeperiod=ROLLING).to_frame().fillna(0.0)) / 100).values.flatten(),\n",
        "                'MOM': df['Close'].pct_change(ROLLING).to_frame().fillna(0.0).values.flatten(),\n",
        "                'MFI': ((talib.MFI(df['High'], df['Low'], df['Close'], df['Volume'], timeperiod=ROLLING) - 50) / 100).fillna(0.0).values.flatten()\n",
        "            }, index = df.index\n",
        "        )"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 432
        },
        "id": "JgVUL9B5B_Mp",
        "outputId": "27649428-3cdf-4502-ab20-afc38ffd3531"
      },
      "source": [
        "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize = (20, 7), sharex=True)\n",
        "\n",
        "ax1.plot(df['Close'].values, label = 'Close price')\n",
        "ax1_copy = ax1.twinx()\n",
        "ax1_copy.plot(train_features['RSI'].values, label = 'RSI', color = 'green', ls = 'dotted')\n",
        "ax1_copy.axhline(0.0, ls = '--', color = 'grey')\n",
        "\n",
        "ax2.plot(df['Close'].values, label = 'Close price')\n",
        "ax2_copy = ax2.twinx()\n",
        "ax2_copy.plot(train_features['RSI'].values, label = 'RSI', color = 'green', ls = 'dotted')\n",
        "ax2_copy.plot(train_features['CMO'].values, label = 'CMO', color = 'red', ls = 'dotted')\n",
        "ax2_copy.axhline(0.0, ls = '--', color = 'grey')\n",
        "\n",
        "ax3.plot(df['Close'].values, label = 'Close price')\n",
        "ax3_copy = ax3.twinx()\n",
        "ax3_copy.plot(train_features['RSI'].values, label = 'RSI', color = 'green', ls = 'dotted')\n",
        "ax3_copy.plot(train_features['CMO'].values, label = 'CMO', color = 'red', ls = 'dotted')\n",
        "ax3_copy.plot(train_features['MOM'].values, label = 'MOM', color = 'orange', ls = 'dotted')\n",
        "ax3_copy.axhline(0.0, ls = '--', color = 'grey')\n",
        "\n",
        "ax4.plot(df['Close'].values, label = 'Close price')\n",
        "ax4_copy = ax4.twinx()\n",
        "ax4_copy.plot(train_features['RSI'].values, label = 'RSI', color = 'green', ls = 'dotted')\n",
        "ax4_copy.plot(train_features['CMO'].values, label = 'CMO', color = 'red', ls = 'dotted')\n",
        "ax4_copy.plot(train_features['MOM'].values, label = 'MOM', color = 'orange', ls = 'dotted')\n",
        "ax4_copy.plot(train_features['MFI'].values, label = 'MFI', color = 'black', ls = 'dotted')\n",
        "ax4_copy.axhline(0.0, ls = '--', color = 'grey')\n",
        "\n",
        "ax1.legend(loc=0)\n",
        "ax1_copy.legend(loc=2)\n",
        "ax2.legend(loc=0)\n",
        "ax2_copy.legend(loc=2)\n",
        "ax3.legend(loc=0)\n",
        "ax3_copy.legend(loc=2)\n",
        "ax4.legend(loc=0)\n",
        "ax4_copy.legend(loc=2)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x504 with 8 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "p2OdUwLLK-Lj"
      },
      "source": [
        "# Environment"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E2MZITMiEED1"
      },
      "source": [
        "from stable_baselines3 import A2C, PPO\n",
        "from stable_baselines3.common.vec_env import DummyVecEnv"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o42bNBoXK_PZ"
      },
      "source": [
        "class StockTradingEnv(gym.Env):\n",
        "\n",
        "    def __init__(self, df, init_account_balance, window_shape, random_start = False):\n",
        "        # initialize environment\n",
        "        super(StockTradingEnv, self).__init__()\n",
        "        # raw dataset\n",
        "        self.df = df\n",
        "        # how much $ do we have?\n",
        "        self.init_account_balance = init_account_balance\n",
        "        self.balance = self.init_account_balance\n",
        "        self.net_worth = self.init_account_balance\n",
        "\n",
        "        # Actions of the format Buy x%, Sell x%, Hold, etc.\n",
        "        self.window_shape = window_shape\n",
        "        self.action_space = spaces.Discrete(2)\n",
        "        self.random_start = random_start\n",
        "\n",
        "        # current step, starts with window size or random\n",
        "        if not self.random_start:\n",
        "            self.current_step = self.window_shape\n",
        "        else:\n",
        "            self.current_step = random.randint(self.window_shape, len(self.df) - self.window_shape)\n",
        "\n",
        "        # process data initially\n",
        "        self.process_data()\n",
        "\n",
        "        # share costs\n",
        "        self.in_position = False\n",
        "        self.position_value = 0.0\n",
        "        self.price_bought = 0.0\n",
        "        self.bet_bought = 0.0\n",
        "\n",
        "    def reset(self):\n",
        "        # Reset the state of the environment to an initial state\n",
        "        self.balance = self.init_account_balance\n",
        "        self.net_worth = self.init_account_balance  \n",
        "        if not self.random_start:\n",
        "            self.current_step = self.window_shape\n",
        "        else:\n",
        "            self.current_step = random.randint(self.window_shape, len(self.df) - self.window_shape)\n",
        "        self.in_position = False\n",
        "        self.position_value = 0.0\n",
        "        self.price_bought = 0.0\n",
        "        self.bet_bought = 0.0\n",
        "        return self.get_observation()\n",
        "\n",
        "    def process_data(self):\n",
        "        self.start, self.end = self.window_shape, len(self.df)\n",
        "        self.prices = self.df.iloc[self.start:self.end] \n",
        "\n",
        "        self.signal_features = pd.DataFrame(\n",
        "            {\n",
        "                'RSI': ((talib.RSI(self.df['Close'], timeperiod=ROLLING).to_frame().fillna(50.0) - 50) / 100).values.flatten(),\n",
        "                'CMO': ((talib.CMO(self.df['Close'], timeperiod=ROLLING).to_frame().fillna(0.0)) / 100).values.flatten(),\n",
        "                'MOM': self.df['Close'].pct_change(ROLLING).to_frame().fillna(0.0).values.flatten(),\n",
        "                'MFI': ((talib.MFI(self.df['High'], self.df['Low'], self.df['Close'], self.df['Volume'], timeperiod=ROLLING) - 50) / 100).fillna(0.0).values.flatten()\n",
        "            }, \n",
        "            index = self.df.index).iloc[self.start:self.end]\n",
        "        \n",
        "        # Prices contains the OHCL values for the last five prices\n",
        "        self.observation_space = spaces.Box(\n",
        "            low=-1, high=1, shape=(self.window_shape, self.signal_features.shape[-1]), dtype=np.float16\n",
        "        )\n",
        "\n",
        "    def get_observation(self):\n",
        "        market_state = self.signal_features.iloc[self.current_step-self.window_shape:self.current_step]\n",
        "        return market_state\n",
        "\n",
        "    def step(self, action):\n",
        "        self.take_action(action)\n",
        "        self.current_step += 1\n",
        "\n",
        "        if self.current_step > len(self.df) - self.window_shape:\n",
        "            self.current_step = self.window_shape\n",
        "\n",
        "        reward = self.net_worth\n",
        "\n",
        "        done = False\n",
        "        if (self.net_worth <= 0) or (self.current_step >= (len(self.df) - self.window_shape)):\n",
        "            done = True\n",
        "\n",
        "        obs = self.get_observation()\n",
        "        return obs, reward, done, {}\n",
        "\n",
        "    def take_action(self, action):\n",
        "\n",
        "        # Set the current price to a random price within the time step\n",
        "        current_price = random.uniform(\n",
        "              self.df.iloc[self.current_step][\"Open\"],\n",
        "              self.df.iloc[self.current_step][\"Close\"]\n",
        "          )\n",
        "\n",
        "        if not self.in_position:\n",
        "            if action == 1: # OPEN LONG\n",
        "                self.in_position = True\n",
        "                self.price_bought = current_price\n",
        "                self.bet_bought = self.balance\n",
        "                self.balance -= self.bet_bought\n",
        "                self.position_value = self.bet_bought\n",
        "            else: # KEEP LOOKING\n",
        "                pass\n",
        "        else:\n",
        "            market_return = ((current_price - self.price_bought) / self.price_bought)\n",
        "            if action == 1: # HOLD LONG\n",
        "                self.position_value = self.bet_bought * (1.0 + market_return)\n",
        "            else: # CLOSE LONG\n",
        "                self.balance += self.bet_bought * (1.0 + market_return)\n",
        "                self.in_position = False\n",
        "                self.price_bought = 0.0\n",
        "                self.bet_bought = 0.0\n",
        "                self.position_value = 0.0                \n",
        "\n",
        "        self.net_worth = self.balance + self.position_value\n",
        "\n",
        "    def render(self, mode='human'):\n",
        "        return {\n",
        "            'step': self.current_step,\n",
        "            'balance': self.balance,\n",
        "            'position': self.position_value,\n",
        "            'net_worth': self.net_worth,\n",
        "            'profit': self.net_worth - self.init_account_balance\n",
        "        }"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-G6sXMZv943Y"
      },
      "source": [
        "N_TIME_STEPS = len(df) - WINDOW\n",
        "LR = 0.001\n",
        "RANDOM_SEED = 11111"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Z5QqFoeVdM2i",
        "outputId": "3c8d193e-250c-489c-a73e-5a35fbceac4d"
      },
      "source": [
        "# The algorithms require a vectorized environment to run\n",
        "env_train = DummyVecEnv([lambda: StockTradingEnv(df, INIT_NET_WORTH, WINDOW)])\n",
        "env_train_viz = DummyVecEnv([lambda: StockTradingEnv(df, INIT_NET_WORTH, WINDOW)])\n",
        "model = A2C('MlpPolicy', env_train, verbose=1, learning_rate=LR, seed=RANDOM_SEED)\n",
        "model.learn(total_timesteps=N_TIME_STEPS, log_interval=100)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using cuda device\n",
            "------------------------------------\n",
            "| time/                 |          |\n",
            "|    fps                | 428      |\n",
            "|    iterations         | 100      |\n",
            "|    time_elapsed       | 1        |\n",
            "|    total_timesteps    | 500      |\n",
            "| train/                |          |\n",
            "|    entropy_loss       | -0.211   |\n",
            "|    explained_variance | 2.86e-06 |\n",
            "|    learning_rate      | 0.001    |\n",
            "|    n_updates          | 99       |\n",
            "|    policy_loss        | 1.59e+03 |\n",
            "|    value_loss         | 1.03e+09 |\n",
            "------------------------------------\n",
            "------------------------------------\n",
            "| time/                 |          |\n",
            "|    fps                | 424      |\n",
            "|    iterations         | 200      |\n",
            "|    time_elapsed       | 2        |\n",
            "|    total_timesteps    | 1000     |\n",
            "| train/                |          |\n",
            "|    entropy_loss       | -0.0339  |\n",
            "|    explained_variance | 1.79e-07 |\n",
            "|    learning_rate      | 0.001    |\n",
            "|    n_updates          | 199      |\n",
            "|    policy_loss        | 364      |\n",
            "|    value_loss         | 5.35e+09 |\n",
            "------------------------------------\n",
            "------------------------------------\n",
            "| time/                 |          |\n",
            "|    fps                | 424      |\n",
            "|    iterations         | 300      |\n",
            "|    time_elapsed       | 3        |\n",
            "|    total_timesteps    | 1500     |\n",
            "| train/                |          |\n",
            "|    entropy_loss       | -0.154   |\n",
            "|    explained_variance | 1.79e-07 |\n",
            "|    learning_rate      | 0.001    |\n",
            "|    n_updates          | 299      |\n",
            "|    policy_loss        | 5.94e+03 |\n",
            "|    value_loss         | 3.01e+10 |\n",
            "------------------------------------\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<stable_baselines3.a2c.a2c.A2C at 0x7f45e0ad4750>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 356
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yEQlshTInTwR"
      },
      "source": [
        "# In-sample evaluation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GfJZ3Q6OvFOf"
      },
      "source": [
        "def evaluate_agent(env, df, model):\n",
        "    obs = env.reset()\n",
        "    history = {\n",
        "        'balance': [],\n",
        "        'action': [],\n",
        "        'position': [],\n",
        "        'net_worth': []\n",
        "    }\n",
        "\n",
        "    for i in range(len(df) - WINDOW):\n",
        "        action, _states = model.predict(obs, deterministic=True)\n",
        "        obs, reward, done, info = env.step(action)\n",
        "        if done[0] == True:\n",
        "            break\n",
        "        state = env.render()\n",
        "        history['action'].append(action)\n",
        "        history['balance'].append(state['balance'])\n",
        "        history['net_worth'].append(state['net_worth'])\n",
        "        history['position'].append(state['position'])\n",
        "\n",
        "    actions_over_time = np.array(history['action'])\n",
        "    return history, actions_over_time"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9ZlmLv8ldRVK"
      },
      "source": [
        "history, actions_over_time = evaluate_agent(env_train_viz, df, model)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        },
        "id": "JhrpWTlgOaIJ",
        "outputId": "2e9f617f-8693-40d1-c782-5eb793185e73"
      },
      "source": [
        "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(15, 7))\n",
        "ax1.plot(df['Close'].values, label = 'Dataset')\n",
        "\n",
        "ax2.plot(actions_over_time.flatten(), label = 'Actions')\n",
        "ax2_copy = ax2.twinx()\n",
        "ax2_copy.plot(train_features['RSI'].values, label = 'RSI', color = 'green', ls = 'dotted')\n",
        "ax2_copy.plot(train_features['CMO'].values, label = 'CMO', color = 'red', ls = 'dotted')\n",
        "ax2_copy.plot(train_features['MOM'].values, label = 'MOM', color = 'orange', ls = 'dotted')\n",
        "ax2_copy.plot(train_features['MFI'].values, label = 'MFI', color = 'black', ls = 'dotted')\n",
        "ax2_copy.axhline(0.0, ls = '--', color = 'grey')\n",
        "\n",
        "ax3.plot(np.array(history['net_worth']), label = 'Net worth')\n",
        "ax1.legend()\n",
        "ax2.legend()\n",
        "ax3.legend()\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x504 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1-RGAZHvjZ0Z"
      },
      "source": [
        "# Evaluation single holdout out-of-sample"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AvbhEMQajcOW"
      },
      "source": [
        "if TICKER == 'COSINE':\n",
        "    df_test = pd.DataFrame({\n",
        "        'High': np.sin(np.arange(2000)/100.0) + np.random.normal(2, 0.1, size = (2000, )),\n",
        "        'Open': np.sin(np.arange(2000)/100.0) + np.random.normal(2, 0.1, size = (2000, )),\n",
        "        'Close': np.sin(np.arange(2000)/100.0) + np.random.normal(2, 0.1, size = (2000, )),\n",
        "        'Low': np.sin(np.arange(2000)/100.0) + np.random.normal(2, 0.1, size = (2000, )),\n",
        "        'Volume': np.abs(np.sin(np.arange(2000)/100.0)),\n",
        "      }\n",
        "      )\n",
        "else:\n",
        "    df_test = yf.download(TICKER, start=\"2011-01-01\", end=\"2021-07-01\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Nuk0RbYDONY6"
      },
      "source": [
        "test_features = pd.DataFrame(\n",
        "            {\n",
        "                'RSI': ((talib.RSI(df_test['Close'], timeperiod=ROLLING).to_frame().fillna(50.0) - 50) / 100).values.flatten(),\n",
        "                'CMO': ((talib.CMO(df_test['Close'], timeperiod=ROLLING).to_frame().fillna(0.0)) / 100).values.flatten(),\n",
        "                'MOM': df_test['Close'].pct_change(ROLLING).to_frame().fillna(0.0).values.flatten(),\n",
        "                'MFI': ((talib.MFI(df_test['High'], df_test['Low'], df_test['Close'], df_test['Volume'], timeperiod=ROLLING) - 50) / 100).fillna(0.0).values.flatten()\n",
        "            }, index = df_test.index\n",
        "        )"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ejKbJ0le_RV2"
      },
      "source": [
        "env_test = DummyVecEnv([lambda: StockTradingEnv(df_test, INIT_NET_WORTH, WINDOW)])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fuPJEmHEjpin"
      },
      "source": [
        "history_test, actions_over_time_test = evaluate_agent(env_test, df_test, model)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        },
        "id": "BnoG6N8kkM0h",
        "outputId": "d8c9a42e-5631-4abb-8552-b5ee9651b1ca"
      },
      "source": [
        "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(15, 7))\n",
        "ax1.plot(df_test['Close'], label = 'Dataset')\n",
        "ax2.plot(actions_over_time_test.flatten(), label = 'Actions')\n",
        "ax2_copy = ax2.twinx()\n",
        "ax2_copy.plot(test_features['RSI'].values, label = 'RSI', color = 'green', ls = 'dotted')\n",
        "ax2_copy.plot(test_features['CMO'].values, label = 'CMO', color = 'red', ls = 'dotted')\n",
        "ax2_copy.plot(test_features['MOM'].values, label = 'MOM', color = 'orange', ls = 'dotted')\n",
        "ax2_copy.plot(test_features['MFI'].values, label = 'MFI', color = 'black', ls = 'dotted')\n",
        "ax2_copy.axhline(0.0, ls = '--', color = 'grey')\n",
        "ax3.plot(np.array(history_test['net_worth']), label = 'Net worth')\n",
        "ax1.legend()\n",
        "ax2.legend()\n",
        "ax3.legend()\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x504 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}